Dataset info
| Number of variables | 32 |
|---|---|
| Number of observations | 569 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 172.4 KiB |
| Average record size in memory | 310.2 B |
Variables types
| NUM | 31 |
|---|---|
| CAT | 1 |
Reproduction info
| Date of analysis | 2020-02-19 00:56:53.477121 |
|---|---|
| Version | pandas-profiling v2.4.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download Configuration | config.yaml |
Warnings
concavity_mean has 13 (2.3%) zeros | Zeros |
concavity_se has 13 (2.3%) zeros | Zeros |
concavity_worst has 13 (2.3%) zeros | Zeros |
points_mean has 13 (2.3%) zeros | Zeros |
points_se has 13 (2.3%) zeros | Zeros |
points_worst has 13 (2.3%) zeros | Zeros |
area_worst is highly correlated with area_mean and 4 other fields | High Correlation |
area_mean is highly correlated with area_worst and 4 other fields | High Correlation |
perimeter_mean is highly correlated with area_mean and 4 other fields | High Correlation |
perimeter_se is highly correlated with area_se and 1 other fields | High Correlation |
area_se is highly correlated with perimeter_se and 1 other fields | High Correlation |
perimeter_worst is highly correlated with area_mean and 4 other fields | High Correlation |
points_mean is highly correlated with concavity_mean and 1 other fields | High Correlation |
concavity_mean is highly correlated with points_mean | High Correlation |
points_worst is highly correlated with points_mean | High Correlation |
radius_mean is highly correlated with area_mean and 4 other fields | High Correlation |
radius_se is highly correlated with area_se and 1 other fields | High Correlation |
radius_worst is highly correlated with area_mean and 4 other fields | High Correlation |
texture_worst is highly correlated with texture_mean | High Correlation |
texture_mean is highly correlated with texture_worst | High Correlation |
| Distinct count | 539 |
|---|---|
| Unique (%) | 94.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 654.8891037 |
|---|---|
| Minimum | 143.5 |
| Maximum | 2501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 143.5 |
|---|---|
| 5-th percentile | 275.78 |
| Q1 | 420.3 |
| median | 551.1 |
| Q3 | 782.7 |
| 95-th percentile | 1309.8 |
| Maximum | 2501 |
| Range | 2357.5 |
| Interquartile range (IQR) | 362.4 |
Descriptive statistics
| Standard deviation | 351.9141292 |
|---|---|
| Coefficient of variation (CV) | 0.5373644594 |
| Kurtosis | 3.652302762 |
| Mean | 654.8891037 |
| Median Absolute Deviation (MAD) | 263.4833843 |
| Skewness | 1.645732176 |
| Sum | 372631.9 |
| Variance | 123843.5543 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 143.5 221.25 358.25 603.15 718.2 1330.5 1801. 2501. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 512.2 | 3 | 0.5% | |
| 1076 | 2 | 0.4% | |
| 559.2 | 2 | 0.4% | |
| 432 | 2 | 0.4% | |
| 399.8 | 2 | 0.4% | |
| 506.3 | 2 | 0.4% | |
| 334.2 | 2 | 0.4% | |
| 537.3 | 2 | 0.4% | |
| 758.6 | 2 | 0.4% | |
| 420.3 | 2 | 0.4% | |
| Other values (529) | 548 | 96.3% |
| Value | Count | Frequency (%) | |
| 143.5 | 1 | 0.2% | |
| 170.4 | 1 | 0.2% | |
| 178.8 | 1 | 0.2% | |
| 181 | 1 | 0.2% | |
| 201.9 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2501 | 1 | 0.2% | |
| 2499 | 1 | 0.2% | |
| 2250 | 1 | 0.2% | |
| 2010 | 1 | 0.2% | |
| 1878 | 1 | 0.2% |
| Distinct count | 528 |
|---|---|
| Unique (%) | 92.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.33707909 |
|---|---|
| Minimum | 6.802 |
| Maximum | 542.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 6.802 |
|---|---|
| 5-th percentile | 11.36 |
| Q1 | 17.85 |
| median | 24.53 |
| Q3 | 45.19 |
| 95-th percentile | 115.8 |
| Maximum | 542.2 |
| Range | 535.398 |
| Interquartile range (IQR) | 27.34 |
Descriptive statistics
| Standard deviation | 45.49100552 |
|---|---|
| Coefficient of variation (CV) | 1.127771434 |
| Kurtosis | 49.20907651 |
| Mean | 40.33707909 |
| Median Absolute Deviation (MAD) | 27.19650653 |
| Skewness | 5.447186285 |
| Sum | 22951.798 |
| Variance | 2069.431583 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 6.802 11.185 25.21 35.185 54.2 106.2 178.35 542.2 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 16.64 | 3 | 0.5% | |
| 18.54 | 3 | 0.5% | |
| 17.67 | 3 | 0.5% | |
| 16.97 | 3 | 0.5% | |
| 19.53 | 2 | 0.4% | |
| 14.34 | 2 | 0.4% | |
| 15.24 | 2 | 0.4% | |
| 44.41 | 2 | 0.4% | |
| 27.19 | 2 | 0.4% | |
| 18.24 | 2 | 0.4% | |
| Other values (518) | 545 | 95.8% |
| Value | Count | Frequency (%) | |
| 6.802 | 1 | 0.2% | |
| 7.228 | 1 | 0.2% | |
| 7.254 | 1 | 0.2% | |
| 7.326 | 1 | 0.2% | |
| 8.205 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 542.2 | 1 | 0.2% | |
| 525.6 | 1 | 0.2% | |
| 233 | 1 | 0.2% | |
| 224.1 | 1 | 0.2% | |
| 199.7 | 1 | 0.2% |
| Distinct count | 544 |
|---|---|
| Unique (%) | 95.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 880.5831283 |
|---|---|
| Minimum | 185.2 |
| Maximum | 4254 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 185.2 |
|---|---|
| 5-th percentile | 331.06 |
| Q1 | 515.3 |
| median | 686.5 |
| Q3 | 1084 |
| 95-th percentile | 2009.6 |
| Maximum | 4254 |
| Range | 4068.8 |
| Interquartile range (IQR) | 568.7 |
Descriptive statistics
| Standard deviation | 569.3569927 |
|---|---|
| Coefficient of variation (CV) | 0.6465681369 |
| Kurtosis | 4.396394829 |
| Mean | 880.5831283 |
| Median Absolute Deviation (MAD) | 423.8794531 |
| Skewness | 1.859373272 |
| Sum | 501051.8 |
| Variance | 324167.3851 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 185.2 269.3 433.55 639.2 831.85 991.55 2085. 3333. 4254. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1437 | 2 | 0.4% | |
| 1623 | 2 | 0.4% | |
| 826.4 | 2 | 0.4% | |
| 402.8 | 2 | 0.4% | |
| 547.4 | 2 | 0.4% | |
| 546.7 | 2 | 0.4% | |
| 733.5 | 2 | 0.4% | |
| 439.6 | 2 | 0.4% | |
| 749.9 | 2 | 0.4% | |
| 1269 | 2 | 0.4% | |
| Other values (534) | 549 | 96.5% |
| Value | Count | Frequency (%) | |
| 185.2 | 1 | 0.2% | |
| 223.6 | 1 | 0.2% | |
| 240.1 | 1 | 0.2% | |
| 242.2 | 1 | 0.2% | |
| 248 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 4254 | 1 | 0.2% | |
| 3432 | 1 | 0.2% | |
| 3234 | 1 | 0.2% | |
| 3216 | 1 | 0.2% | |
| 3143 | 1 | 0.2% |
compactness_mean
Real number (ℝ≥0)
| Distinct count | 537 |
|---|---|
| Unique (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1043409842 |
|---|---|
| Minimum | 0.01938 |
| Maximum | 0.3454 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.01938 |
|---|---|
| 5-th percentile | 0.04066 |
| Q1 | 0.06492 |
| median | 0.09263 |
| Q3 | 0.1304 |
| 95-th percentile | 0.2087 |
| Maximum | 0.3454 |
| Range | 0.32602 |
| Interquartile range (IQR) | 0.06548 |
Descriptive statistics
| Standard deviation | 0.05281275793 |
|---|---|
| Coefficient of variation (CV) | 0.5061554512 |
| Kurtosis | 1.650130467 |
| Mean | 0.1043409842 |
| Median Absolute Deviation (MAD) | 0.04110524022 |
| Skewness | 1.190123031 |
| Sum | 59.37002 |
| Variance | 0.0027891874 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.01938 0.033955 0.049685 0.086015 0.13425 0.17095 0.24355 0.3454 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.1206 | 3 | 0.5% | |
| 0.1147 | 3 | 0.5% | |
| 0.07722 | 2 | 0.4% | |
| 0.1047 | 2 | 0.4% | |
| 0.1313 | 2 | 0.4% | |
| 0.1141 | 2 | 0.4% | |
| 0.1154 | 2 | 0.4% | |
| 0.1339 | 2 | 0.4% | |
| 0.1306 | 2 | 0.4% | |
| 0.09509 | 2 | 0.4% | |
| Other values (527) | 547 | 96.1% |
| Value | Count | Frequency (%) | |
| 0.01938 | 1 | 0.2% | |
| 0.02344 | 1 | 0.2% | |
| 0.0265 | 1 | 0.2% | |
| 0.02675 | 1 | 0.2% | |
| 0.03116 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.3454 | 1 | 0.2% | |
| 0.3114 | 1 | 0.2% | |
| 0.2867 | 1 | 0.2% | |
| 0.2839 | 1 | 0.2% | |
| 0.2832 | 1 | 0.2% |
compactness_se
Real number (ℝ≥0)
| Distinct count | 541 |
|---|---|
| Unique (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02547813884 |
|---|---|
| Minimum | 0.002252 |
| Maximum | 0.1354 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.002252 |
|---|---|
| 5-th percentile | 0.0078922 |
| Q1 | 0.01308 |
| median | 0.02045 |
| Q3 | 0.03245 |
| 95-th percentile | 0.060578 |
| Maximum | 0.1354 |
| Range | 0.133148 |
| Interquartile range (IQR) | 0.01937 |
Descriptive statistics
| Standard deviation | 0.01790817933 |
|---|---|
| Coefficient of variation (CV) | 0.702884125 |
| Kurtosis | 5.106252483 |
| Mean | 0.02547813884 |
| Median Absolute Deviation (MAD) | 0.01313842534 |
| Skewness | 1.90222071 |
| Sum | 14.497061 |
| Variance | 0.0003207028868 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.002252 0.0079 0.018195 0.035 0.04957 0.07557 0.1354 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.01812 | 3 | 0.5% | |
| 0.01104 | 3 | 0.5% | |
| 0.0231 | 3 | 0.5% | |
| 0.01646 | 2 | 0.4% | |
| 0.01427 | 2 | 0.4% | |
| 0.009169 | 2 | 0.4% | |
| 0.01587 | 2 | 0.4% | |
| 0.01727 | 2 | 0.4% | |
| 0.02219 | 2 | 0.4% | |
| 0.01443 | 2 | 0.4% | |
| Other values (531) | 546 | 96.0% |
| Value | Count | Frequency (%) | |
| 0.002252 | 1 | 0.2% | |
| 0.003012 | 1 | 0.2% | |
| 0.00371 | 1 | 0.2% | |
| 0.003746 | 1 | 0.2% | |
| 0.00466 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.1354 | 1 | 0.2% | |
| 0.1064 | 1 | 0.2% | |
| 0.1006 | 1 | 0.2% | |
| 0.09806 | 1 | 0.2% | |
| 0.09586 | 1 | 0.2% |
compactness_worst
Real number (ℝ≥0)
| Distinct count | 529 |
|---|---|
| Unique (%) | 93.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2542650439 |
|---|---|
| Minimum | 0.02729 |
| Maximum | 1.058 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.02729 |
|---|---|
| 5-th percentile | 0.071196 |
| Q1 | 0.1472 |
| median | 0.2119 |
| Q3 | 0.3391 |
| 95-th percentile | 0.56412 |
| Maximum | 1.058 |
| Range | 1.03071 |
| Interquartile range (IQR) | 0.1919 |
Descriptive statistics
| Standard deviation | 0.1573364889 |
|---|---|
| Coefficient of variation (CV) | 0.6187893014 |
| Kurtosis | 3.039288172 |
| Mean | 0.2542650439 |
| Median Absolute Deviation (MAD) | 0.1196837444 |
| Skewness | 1.4735549 |
| Sum | 144.67681 |
| Variance | 0.02475477074 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.02729 0.0646 0.25805 0.42735 0.62055 1.058 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.1486 | 3 | 0.5% | |
| 0.3416 | 3 | 0.5% | |
| 0.2264 | 2 | 0.4% | |
| 0.1773 | 2 | 0.4% | |
| 0.1751 | 2 | 0.4% | |
| 0.171 | 2 | 0.4% | |
| 0.1517 | 2 | 0.4% | |
| 0.3583 | 2 | 0.4% | |
| 0.3735 | 2 | 0.4% | |
| 0.1109 | 2 | 0.4% | |
| Other values (519) | 547 | 96.1% |
| Value | Count | Frequency (%) | |
| 0.02729 | 1 | 0.2% | |
| 0.03432 | 1 | 0.2% | |
| 0.04327 | 1 | 0.2% | |
| 0.04619 | 1 | 0.2% | |
| 0.04712 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.058 | 1 | 0.2% | |
| 0.9379 | 1 | 0.2% | |
| 0.9327 | 1 | 0.2% | |
| 0.8681 | 1 | 0.2% | |
| 0.8663 | 1 | 0.2% |
| Distinct count | 537 |
|---|---|
| Unique (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08879931582 |
|---|---|
| Minimum | 0 |
| Maximum | 0.4268 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0049826 |
| Q1 | 0.02956 |
| median | 0.06154 |
| Q3 | 0.1307 |
| 95-th percentile | 0.24302 |
| Maximum | 0.4268 |
| Range | 0.4268 |
| Interquartile range (IQR) | 0.10114 |
Descriptive statistics
| Standard deviation | 0.07971980871 |
|---|---|
| Coefficient of variation (CV) | 0.8977525105 |
| Kurtosis | 1.998637529 |
| Mean | 0.08879931582 |
| Median Absolute Deviation (MAD) | 0.06255589416 |
| Skewness | 1.401179739 |
| Sum | 50.5268107 |
| Variance | 0.0063552479 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.0000e+00 3.4600e-04 4.8450e-02 1.2110e-01 1.6990e-01 2.5575e-01 4.2680e-01], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.1204 | 3 | 0.5% | |
| 0.101 | 2 | 0.4% | |
| 0.06726 | 2 | 0.4% | |
| 0.1007 | 2 | 0.4% | |
| 0.02688 | 2 | 0.4% | |
| 0.01972 | 2 | 0.4% | |
| 0.08422 | 2 | 0.4% | |
| 0.1974 | 2 | 0.4% | |
| 0.1103 | 2 | 0.4% | |
| Other values (527) | 537 | 94.4% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.000692 | 1 | 0.2% | |
| 0.0009737 | 1 | 0.2% | |
| 0.001194 | 1 | 0.2% | |
| 0.001461 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.4268 | 1 | 0.2% | |
| 0.4264 | 1 | 0.2% | |
| 0.4108 | 1 | 0.2% | |
| 0.3754 | 1 | 0.2% | |
| 0.3635 | 1 | 0.2% |
| Distinct count | 533 |
|---|---|
| Unique (%) | 93.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03189371634 |
|---|---|
| Minimum | 0 |
| Maximum | 0.396 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0032526 |
| Q1 | 0.01509 |
| median | 0.02589 |
| Q3 | 0.04205 |
| 95-th percentile | 0.078936 |
| Maximum | 0.396 |
| Range | 0.396 |
| Interquartile range (IQR) | 0.02696 |
Descriptive statistics
| Standard deviation | 0.03018606032 |
|---|---|
| Coefficient of variation (CV) | 0.9464579166 |
| Kurtosis | 48.8613953 |
| Mean | 0.03189371634 |
| Median Absolute Deviation (MAD) | 0.0186080085 |
| Skewness | 5.110463049 |
| Sum | 18.1475246 |
| Variance | 0.0009111982378 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.0000e+00 3.4600e-04 9.9315e-03 3.1310e-02 5.7560e-02 8.1950e-02 1.4865e-01 3.9600e-01], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.03452 | 2 | 0.4% | |
| 0.01865 | 2 | 0.4% | |
| 0.02071 | 2 | 0.4% | |
| 0.04344 | 2 | 0.4% | |
| 0.03872 | 2 | 0.4% | |
| 0.02185 | 2 | 0.4% | |
| 0.05371 | 2 | 0.4% | |
| 0.02945 | 2 | 0.4% | |
| 0.01652 | 2 | 0.4% | |
| Other values (523) | 538 | 94.6% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.000692 | 1 | 0.2% | |
| 0.0007929 | 1 | 0.2% | |
| 0.0009737 | 1 | 0.2% | |
| 0.001128 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.396 | 1 | 0.2% | |
| 0.3038 | 1 | 0.2% | |
| 0.1535 | 1 | 0.2% | |
| 0.1438 | 1 | 0.2% | |
| 0.1435 | 1 | 0.2% |
| Distinct count | 539 |
|---|---|
| Unique (%) | 94.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2721884833 |
|---|---|
| Minimum | 0 |
| Maximum | 1.252 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01836 |
| Q1 | 0.1145 |
| median | 0.2267 |
| Q3 | 0.3829 |
| 95-th percentile | 0.68238 |
| Maximum | 1.252 |
| Range | 1.252 |
| Interquartile range (IQR) | 0.2684 |
Descriptive statistics
| Standard deviation | 0.2086242806 |
|---|---|
| Coefficient of variation (CV) | 0.7664699038 |
| Kurtosis | 1.615253298 |
| Mean | 0.2721884833 |
| Median Absolute Deviation (MAD) | 0.1646995763 |
| Skewness | 1.150236822 |
| Sum | 154.875247 |
| Variance | 0.04352409046 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.0000e+00 9.2250e-04 1.9580e-01 4.0345e-01 7.3960e-01 1.2520e+00], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.1377 | 3 | 0.5% | |
| 0.4504 | 3 | 0.5% | |
| 0.1811 | 2 | 0.4% | |
| 0.3965 | 2 | 0.4% | |
| 0.1804 | 2 | 0.4% | |
| 0.3344 | 2 | 0.4% | |
| 0.1564 | 2 | 0.4% | |
| 0.2866 | 2 | 0.4% | |
| 0.1423 | 2 | 0.4% | |
| Other values (529) | 536 | 94.2% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.001845 | 1 | 0.2% | |
| 0.003581 | 1 | 0.2% | |
| 0.004955 | 1 | 0.2% | |
| 0.005518 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.252 | 1 | 0.2% | |
| 1.17 | 1 | 0.2% | |
| 1.105 | 1 | 0.2% | |
| 0.9608 | 1 | 0.2% | |
| 0.9387 | 1 | 0.2% |
diagnosis
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.6 KiB |
| B | |
|---|---|
| M |
| Value | Count | Frequency (%) | |
| B | 357 | 62.7% | |
| M | 212 | 37.3% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
dimension_mean
Real number (ℝ≥0)
| Distinct count | 499 |
|---|---|
| Unique (%) | 87.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06279760984 |
|---|---|
| Minimum | 0.04996 |
| Maximum | 0.09744 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.04996 |
|---|---|
| 5-th percentile | 0.053926 |
| Q1 | 0.0577 |
| median | 0.06154 |
| Q3 | 0.06612 |
| 95-th percentile | 0.07609 |
| Maximum | 0.09744 |
| Range | 0.04748 |
| Interquartile range (IQR) | 0.00842 |
Descriptive statistics
| Standard deviation | 0.007060362795 |
|---|---|
| Coefficient of variation (CV) | 0.1124304382 |
| Kurtosis | 3.00589212 |
| Mean | 0.06279760984 |
| Median Absolute Deviation (MAD) | 0.005306453526 |
| Skewness | 1.304488813 |
| Sum | 35.73184 |
| Variance | 4.98487228e-05 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.04996 0.052285 0.055015 0.063465 0.0692 0.07417 0.08252 0.09744 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.05913 | 3 | 0.5% | |
| 0.05667 | 3 | 0.5% | |
| 0.06113 | 3 | 0.5% | |
| 0.06782 | 3 | 0.5% | |
| 0.05907 | 3 | 0.5% | |
| 0.06183 | 2 | 0.4% | |
| 0.06166 | 2 | 0.4% | |
| 0.06194 | 2 | 0.4% | |
| 0.05912 | 2 | 0.4% | |
| 0.07005 | 2 | 0.4% | |
| Other values (489) | 544 | 95.6% |
| Value | Count | Frequency (%) | |
| 0.04996 | 1 | 0.2% | |
| 0.05024 | 1 | 0.2% | |
| 0.05025 | 1 | 0.2% | |
| 0.05044 | 1 | 0.2% | |
| 0.05054 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.09744 | 1 | 0.2% | |
| 0.09575 | 1 | 0.2% | |
| 0.09502 | 1 | 0.2% | |
| 0.09296 | 1 | 0.2% | |
| 0.0898 | 1 | 0.2% |
dimension_se
Real number (ℝ≥0)
| Distinct count | 545 |
|---|---|
| Unique (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.003794903866 |
|---|---|
| Minimum | 0.0008948 |
| Maximum | 0.02984 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.0008948 |
|---|---|
| 5-th percentile | 0.0015216 |
| Q1 | 0.002248 |
| median | 0.003187 |
| Q3 | 0.004558 |
| 95-th percentile | 0.0079598 |
| Maximum | 0.02984 |
| Range | 0.0289452 |
| Interquartile range (IQR) | 0.00231 |
Descriptive statistics
| Standard deviation | 0.002646070967 |
|---|---|
| Coefficient of variation (CV) | 0.6972695647 |
| Kurtosis | 26.28084749 |
| Mean | 0.003794903866 |
| Median Absolute Deviation (MAD) | 0.001664151128 |
| Skewness | 3.92396862 |
| Sum | 2.1593003 |
| Variance | 7.001691563e-06 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.0008948 0.0015165 0.0028255 0.004836 0.0062265 0.008223 0.01291 0.02984 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.002205 | 2 | 0.4% | |
| 0.002551 | 2 | 0.4% | |
| 0.003563 | 2 | 0.4% | |
| 0.003002 | 2 | 0.4% | |
| 0.003318 | 2 | 0.4% | |
| 0.003317 | 2 | 0.4% | |
| 0.00456 | 2 | 0.4% | |
| 0.005667 | 2 | 0.4% | |
| 0.001956 | 2 | 0.4% | |
| 0.001784 | 2 | 0.4% | |
| Other values (535) | 549 | 96.5% |
| Value | Count | Frequency (%) | |
| 0.0008948 | 1 | 0.2% | |
| 0.0009502 | 1 | 0.2% | |
| 0.0009683 | 1 | 0.2% | |
| 0.001002 | 1 | 0.2% | |
| 0.001058 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.02984 | 1 | 0.2% | |
| 0.02286 | 1 | 0.2% | |
| 0.02193 | 1 | 0.2% | |
| 0.01792 | 1 | 0.2% | |
| 0.01298 | 1 | 0.2% |
dimension_worst
Real number (ℝ≥0)
| Distinct count | 535 |
|---|---|
| Unique (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08394581722 |
|---|---|
| Minimum | 0.05504 |
| Maximum | 0.2075 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.05504 |
|---|---|
| 5-th percentile | 0.062558 |
| Q1 | 0.07146 |
| median | 0.08004 |
| Q3 | 0.09208 |
| 95-th percentile | 0.11952 |
| Maximum | 0.2075 |
| Range | 0.15246 |
| Interquartile range (IQR) | 0.02062 |
Descriptive statistics
| Standard deviation | 0.01806126735 |
|---|---|
| Coefficient of variation (CV) | 0.2151538688 |
| Kurtosis | 5.244610556 |
| Mean | 0.08394581722 |
| Median Absolute Deviation (MAD) | 0.01340966682 |
| Skewness | 1.662579266 |
| Sum | 47.76517 |
| Variance | 0.0003262093782 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.05504 0.06419 0.083245 0.09356 0.1085 0.14385 0.2075 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.07427 | 3 | 0.5% | |
| 0.08839 | 2 | 0.4% | |
| 0.07987 | 2 | 0.4% | |
| 0.06915 | 2 | 0.4% | |
| 0.1023 | 2 | 0.4% | |
| 0.07083 | 2 | 0.4% | |
| 0.08151 | 2 | 0.4% | |
| 0.06469 | 2 | 0.4% | |
| 0.0895 | 2 | 0.4% | |
| 0.1252 | 2 | 0.4% | |
| Other values (525) | 548 | 96.3% |
| Value | Count | Frequency (%) | |
| 0.05504 | 1 | 0.2% | |
| 0.05521 | 1 | 0.2% | |
| 0.05525 | 1 | 0.2% | |
| 0.05695 | 1 | 0.2% | |
| 0.05737 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.2075 | 1 | 0.2% | |
| 0.173 | 1 | 0.2% | |
| 0.1486 | 1 | 0.2% | |
| 0.1446 | 1 | 0.2% | |
| 0.1431 | 1 | 0.2% |
| Distinct count | 569 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30371831.43 |
|---|---|
| Minimum | 8670 |
| Maximum | 911320502 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 8670 |
|---|---|
| 5-th percentile | 90267 |
| Q1 | 869218 |
| median | 906024 |
| Q3 | 8813129 |
| 95-th percentile | 90424461.4 |
| Maximum | 911320502 |
| Range | 911311832 |
| Interquartile range (IQR) | 7943911 |
Descriptive statistics
| Standard deviation | 125020585.6 |
|---|---|
| Coefficient of variation (CV) | 4.116333448 |
| Kurtosis | 42.19319416 |
| Mean | 30371831.43 |
| Median Absolute Deviation (MAD) | 47795087.13 |
| Skewness | 6.473751802 |
| Sum | 1.728157208e+10 |
| Variance | 1.563014683e+16 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[8.67000000e+03 8.98100000e+03 8.59615000e+04 9.23045000e+04 8.42409500e+05 ... 9.19550515e+07 8.71001502e+08 9.11226752e+08 9.11320502e+08 9.11320502e+08], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 883263 | 1 | 0.2% | |
| 901034302 | 1 | 0.2% | |
| 859464 | 1 | 0.2% | |
| 911685 | 1 | 0.2% | |
| 906564 | 1 | 0.2% | |
| 905539 | 1 | 0.2% | |
| 8811842 | 1 | 0.2% | |
| 916799 | 1 | 0.2% | |
| 901034301 | 1 | 0.2% | |
| 868682 | 1 | 0.2% | |
| Other values (559) | 559 | 98.2% |
| Value | Count | Frequency (%) | |
| 8670 | 1 | 0.2% | |
| 8913 | 1 | 0.2% | |
| 8915 | 1 | 0.2% | |
| 9047 | 1 | 0.2% | |
| 85715 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 911320502 | 1 | 0.2% | |
| 911320501 | 1 | 0.2% | |
| 911296202 | 1 | 0.2% | |
| 911296201 | 1 | 0.2% | |
| 911157302 | 1 | 0.2% |
| Distinct count | 522 |
|---|---|
| Unique (%) | 91.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.96903339 |
|---|---|
| Minimum | 43.79 |
| Maximum | 188.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 43.79 |
|---|---|
| 5-th percentile | 60.496 |
| Q1 | 75.17 |
| median | 86.24 |
| Q3 | 104.1 |
| 95-th percentile | 135.82 |
| Maximum | 188.5 |
| Range | 144.71 |
| Interquartile range (IQR) | 28.93 |
Descriptive statistics
| Standard deviation | 24.29898104 |
|---|---|
| Coefficient of variation (CV) | 0.2642082899 |
| Kurtosis | 0.9722135477 |
| Mean | 91.96903339 |
| Median Absolute Deviation (MAD) | 19.03257804 |
| Skewness | 0.9906504254 |
| Sum | 52330.38 |
| Variance | 590.4404795 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 43.79 58.765 70.18 88.85 98.85 134.95 144.05 188.5 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 82.61 | 3 | 0.5% | |
| 134.7 | 3 | 0.5% | |
| 87.76 | 3 | 0.5% | |
| 137.8 | 2 | 0.4% | |
| 132.9 | 2 | 0.4% | |
| 107.1 | 2 | 0.4% | |
| 88.73 | 2 | 0.4% | |
| 129.1 | 2 | 0.4% | |
| 87.32 | 2 | 0.4% | |
| 88.37 | 2 | 0.4% | |
| Other values (512) | 546 | 96.0% |
| Value | Count | Frequency (%) | |
| 43.79 | 1 | 0.2% | |
| 47.92 | 1 | 0.2% | |
| 47.98 | 1 | 0.2% | |
| 48.34 | 1 | 0.2% | |
| 51.71 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 188.5 | 1 | 0.2% | |
| 186.9 | 1 | 0.2% | |
| 182.1 | 1 | 0.2% | |
| 174.2 | 1 | 0.2% | |
| 171.5 | 1 | 0.2% |
| Distinct count | 533 |
|---|---|
| Unique (%) | 93.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.866059227 |
|---|---|
| Minimum | 0.757 |
| Maximum | 21.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.757 |
|---|---|
| 5-th percentile | 1.1328 |
| Q1 | 1.606 |
| median | 2.287 |
| Q3 | 3.357 |
| 95-th percentile | 7.0416 |
| Maximum | 21.98 |
| Range | 21.223 |
| Interquartile range (IQR) | 1.751 |
Descriptive statistics
| Standard deviation | 2.021854554 |
|---|---|
| Coefficient of variation (CV) | 0.7054475829 |
| Kurtosis | 21.40190493 |
| Mean | 2.866059227 |
| Median Absolute Deviation (MAD) | 1.33252531 |
| Skewness | 3.443615202 |
| Sum | 1630.7877 |
| Variance | 4.087895838 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0.757 1.092 2.6545 3.4885 4.9005 7.7765 10.595 21.98 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1.778 | 4 | 0.7% | |
| 1.959 | 2 | 0.4% | |
| 1.535 | 2 | 0.4% | |
| 2.747 | 2 | 0.4% | |
| 2.225 | 2 | 0.4% | |
| 1.471 | 2 | 0.4% | |
| 1.954 | 2 | 0.4% | |
| 2.406 | 2 | 0.4% | |
| 1.667 | 2 | 0.4% | |
| 5.801 | 2 | 0.4% | |
| Other values (523) | 547 | 96.1% |
| Value | Count | Frequency (%) | |
| 0.757 | 1 | 0.2% | |
| 0.7714 | 1 | 0.2% | |
| 0.8439 | 1 | 0.2% | |
| 0.8484 | 1 | 0.2% | |
| 0.873 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 21.98 | 1 | 0.2% | |
| 18.65 | 1 | 0.2% | |
| 11.07 | 1 | 0.2% | |
| 10.12 | 1 | 0.2% | |
| 10.05 | 1 | 0.2% |
| Distinct count | 514 |
|---|---|
| Unique (%) | 90.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.2612127 |
|---|---|
| Minimum | 50.41 |
| Maximum | 251.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 50.41 |
|---|---|
| 5-th percentile | 67.856 |
| Q1 | 84.11 |
| median | 97.66 |
| Q3 | 125.4 |
| 95-th percentile | 171.64 |
| Maximum | 251.2 |
| Range | 200.79 |
| Interquartile range (IQR) | 41.29 |
Descriptive statistics
| Standard deviation | 33.60254227 |
|---|---|
| Coefficient of variation (CV) | 0.3132776652 |
| Kurtosis | 1.070149667 |
| Mean | 107.2612127 |
| Median Absolute Deviation (MAD) | 26.4654371 |
| Skewness | 1.128163871 |
| Sum | 61031.63 |
| Variance | 1129.130847 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 50.41 65.2 82.67 89.03 114.45 163.15 188.25 251.2 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 105.9 | 3 | 0.5% | |
| 101.7 | 3 | 0.5% | |
| 117.7 | 3 | 0.5% | |
| 102.3 | 2 | 0.4% | |
| 78.27 | 2 | 0.4% | |
| 184.6 | 2 | 0.4% | |
| 152.4 | 2 | 0.4% | |
| 115.9 | 2 | 0.4% | |
| 145.4 | 2 | 0.4% | |
| 102.5 | 2 | 0.4% | |
| Other values (504) | 546 | 96.0% |
| Value | Count | Frequency (%) | |
| 50.41 | 1 | 0.2% | |
| 54.49 | 1 | 0.2% | |
| 56.65 | 1 | 0.2% | |
| 57.17 | 1 | 0.2% | |
| 57.26 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 251.2 | 1 | 0.2% | |
| 229.3 | 1 | 0.2% | |
| 220.8 | 1 | 0.2% | |
| 214 | 1 | 0.2% | |
| 211.7 | 1 | 0.2% |
| Distinct count | 542 |
|---|---|
| Unique (%) | 95.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04891914587 |
|---|---|
| Minimum | 0 |
| Maximum | 0.2012 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0056208 |
| Q1 | 0.02031 |
| median | 0.0335 |
| Q3 | 0.074 |
| 95-th percentile | 0.12574 |
| Maximum | 0.2012 |
| Range | 0.2012 |
| Interquartile range (IQR) | 0.05369 |
Descriptive statistics
| Standard deviation | 0.03880284486 |
|---|---|
| Coefficient of variation (CV) | 0.7932036459 |
| Kurtosis | 1.066555703 |
| Mean | 0.04891914587 |
| Median Absolute Deviation (MAD) | 0.03145979977 |
| Skewness | 1.171180081 |
| Sum | 27.834994 |
| Variance | 0.001505660769 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.000926 0.011065 0.03395 0.097735 0.1512 0.2012 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.02864 | 3 | 0.5% | |
| 0.02272 | 2 | 0.4% | |
| 0.06462 | 2 | 0.4% | |
| 0.1043 | 2 | 0.4% | |
| 0.1242 | 2 | 0.4% | |
| 0.02594 | 2 | 0.4% | |
| 0.05252 | 2 | 0.4% | |
| 0.02031 | 2 | 0.4% | |
| 0.1471 | 2 | 0.4% | |
| Other values (532) | 537 | 94.4% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.001852 | 1 | 0.2% | |
| 0.002404 | 1 | 0.2% | |
| 0.002924 | 1 | 0.2% | |
| 0.002941 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.2012 | 1 | 0.2% | |
| 0.1913 | 1 | 0.2% | |
| 0.1878 | 1 | 0.2% | |
| 0.1845 | 1 | 0.2% | |
| 0.1823 | 1 | 0.2% |
| Distinct count | 507 |
|---|---|
| Unique (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01179613708 |
|---|---|
| Minimum | 0 |
| Maximum | 0.05279 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0038308 |
| Q1 | 0.007638 |
| median | 0.01093 |
| Q3 | 0.01471 |
| 95-th percentile | 0.022884 |
| Maximum | 0.05279 |
| Range | 0.05279 |
| Interquartile range (IQR) | 0.007072 |
Descriptive statistics
| Standard deviation | 0.006170285174 |
|---|---|
| Coefficient of variation (CV) | 0.5230767607 |
| Kurtosis | 5.126301943 |
| Mean | 0.01179613708 |
| Median Absolute Deviation (MAD) | 0.004527923166 |
| Skewness | 1.444678145 |
| Sum | 6.712002 |
| Variance | 3.807241913e-05 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.0049695 0.01391 0.01914 0.02886 0.05279 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.01167 | 3 | 0.5% | |
| 0.0111 | 3 | 0.5% | |
| 0.01499 | 3 | 0.5% | |
| 0.01766 | 2 | 0.4% | |
| 0.01241 | 2 | 0.4% | |
| 0.01043 | 2 | 0.4% | |
| 0.01544 | 2 | 0.4% | |
| 0.01196 | 2 | 0.4% | |
| 0.0158 | 2 | 0.4% | |
| Other values (497) | 535 | 94.0% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.001852 | 1 | 0.2% | |
| 0.002386 | 1 | 0.2% | |
| 0.002404 | 1 | 0.2% | |
| 0.002924 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.05279 | 1 | 0.2% | |
| 0.0409 | 1 | 0.2% | |
| 0.03927 | 1 | 0.2% | |
| 0.03487 | 1 | 0.2% | |
| 0.03441 | 1 | 0.2% |
| Distinct count | 492 |
|---|---|
| Unique (%) | 86.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1146062232 |
|---|---|
| Minimum | 0 |
| Maximum | 0.291 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.024286 |
| Q1 | 0.06493 |
| median | 0.09993 |
| Q3 | 0.1614 |
| 95-th percentile | 0.23692 |
| Maximum | 0.291 |
| Range | 0.291 |
| Interquartile range (IQR) | 0.09647 |
Descriptive statistics
| Standard deviation | 0.0657323412 |
|---|---|
| Coefficient of variation (CV) | 0.5735494929 |
| Kurtosis | -0.5355351225 |
| Mean | 0.1146062232 |
| Median Absolute Deviation (MAD) | 0.0549961343 |
| Skewness | 0.4926155269 |
| Sum | 65.210941 |
| Variance | 0.004320740679 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.047385 0.111 0.2261 0.291 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.1105 | 3 | 0.5% | |
| 0.07431 | 3 | 0.5% | |
| 0.05556 | 3 | 0.5% | |
| 0.1218 | 3 | 0.5% | |
| 0.1708 | 3 | 0.5% | |
| 0.02564 | 3 | 0.5% | |
| 0.1827 | 3 | 0.5% | |
| 0.04306 | 3 | 0.5% | |
| 0.06296 | 3 | 0.5% | |
| Other values (482) | 529 | 93.0% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.008772 | 1 | 0.2% | |
| 0.009259 | 1 | 0.2% | |
| 0.01042 | 1 | 0.2% | |
| 0.01111 | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.291 | 1 | 0.2% | |
| 0.2903 | 1 | 0.2% | |
| 0.2867 | 1 | 0.2% | |
| 0.2756 | 1 | 0.2% | |
| 0.2733 | 1 | 0.2% |
| Distinct count | 456 |
|---|---|
| Unique (%) | 80.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.12729174 |
|---|---|
| Minimum | 6.981 |
| Maximum | 28.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 6.981 |
|---|---|
| 5-th percentile | 9.5292 |
| Q1 | 11.7 |
| median | 13.37 |
| Q3 | 15.78 |
| 95-th percentile | 20.576 |
| Maximum | 28.11 |
| Range | 21.129 |
| Interquartile range (IQR) | 4.08 |
Descriptive statistics
| Standard deviation | 3.524048826 |
|---|---|
| Coefficient of variation (CV) | 0.2494497099 |
| Kurtosis | 0.8455216229 |
| Mean | 14.12729174 |
| Median Absolute Deviation (MAD) | 2.751887757 |
| Skewness | 0.9423795717 |
| Sum | 8038.429 |
| Variance | 12.41892013 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 6.981 8.584 11.05 15.125 21.13 28.11 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 12.34 | 4 | 0.7% | |
| 11.89 | 3 | 0.5% | |
| 12.18 | 3 | 0.5% | |
| 13.05 | 3 | 0.5% | |
| 11.6 | 3 | 0.5% | |
| 13.17 | 3 | 0.5% | |
| 12.46 | 3 | 0.5% | |
| 12.77 | 3 | 0.5% | |
| 13.85 | 3 | 0.5% | |
| 12.89 | 3 | 0.5% | |
| Other values (446) | 538 | 94.6% |
| Value | Count | Frequency (%) | |
| 6.981 | 1 | 0.2% | |
| 7.691 | 1 | 0.2% | |
| 7.729 | 1 | 0.2% | |
| 7.76 | 1 | 0.2% | |
| 8.196 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 28.11 | 1 | 0.2% | |
| 27.42 | 1 | 0.2% | |
| 27.22 | 1 | 0.2% | |
| 25.73 | 1 | 0.2% | |
| 25.22 | 1 | 0.2% |
| Distinct count | 540 |
|---|---|
| Unique (%) | 94.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4051720562 |
|---|---|
| Minimum | 0.1115 |
| Maximum | 2.873 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.1115 |
|---|---|
| 5-th percentile | 0.1601 |
| Q1 | 0.2324 |
| median | 0.3242 |
| Q3 | 0.4789 |
| 95-th percentile | 0.95952 |
| Maximum | 2.873 |
| Range | 2.7615 |
| Interquartile range (IQR) | 0.2465 |
Descriptive statistics
| Standard deviation | 0.277312733 |
|---|---|
| Coefficient of variation (CV) | 0.6844320301 |
| Kurtosis | 17.68672597 |
| Mean | 0.4051720562 |
| Median Absolute Deviation (MAD) | 0.1892845309 |
| Skewness | 3.088612166 |
| Sum | 230.5429 |
| Variance | 0.07690235188 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.1115 0.16905 0.3433 0.4389 0.646 1.0085 1.333 2.873 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.286 | 3 | 0.5% | |
| 0.2204 | 3 | 0.5% | |
| 0.2621 | 2 | 0.4% | |
| 0.1532 | 2 | 0.4% | |
| 0.1601 | 2 | 0.4% | |
| 0.4101 | 2 | 0.4% | |
| 0.2976 | 2 | 0.4% | |
| 0.2239 | 2 | 0.4% | |
| 0.5959 | 2 | 0.4% | |
| 0.2244 | 2 | 0.4% | |
| Other values (530) | 547 | 96.1% |
| Value | Count | Frequency (%) | |
| 0.1115 | 1 | 0.2% | |
| 0.1144 | 1 | 0.2% | |
| 0.1153 | 1 | 0.2% | |
| 0.1166 | 1 | 0.2% | |
| 0.1186 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2.873 | 1 | 0.2% | |
| 2.547 | 1 | 0.2% | |
| 1.509 | 1 | 0.2% | |
| 1.37 | 1 | 0.2% | |
| 1.296 | 1 | 0.2% |
| Distinct count | 457 |
|---|---|
| Unique (%) | 80.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.26918981 |
|---|---|
| Minimum | 7.93 |
| Maximum | 36.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 7.93 |
|---|---|
| 5-th percentile | 10.534 |
| Q1 | 13.01 |
| median | 14.97 |
| Q3 | 18.79 |
| 95-th percentile | 25.64 |
| Maximum | 36.04 |
| Range | 28.11 |
| Interquartile range (IQR) | 5.78 |
Descriptive statistics
| Standard deviation | 4.83324158 |
|---|---|
| Coefficient of variation (CV) | 0.2970794267 |
| Kurtosis | 0.9440895759 |
| Mean | 16.26918981 |
| Median Absolute Deviation (MAD) | 3.789856561 |
| Skewness | 1.103115206 |
| Sum | 9257.169 |
| Variance | 23.36022418 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 7.93 9.435 11.865 16.485 26.185 36.04 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 12.36 | 5 | 0.9% | |
| 13.5 | 4 | 0.7% | |
| 13.34 | 4 | 0.7% | |
| 19.85 | 3 | 0.5% | |
| 11.92 | 3 | 0.5% | |
| 15.05 | 3 | 0.5% | |
| 12.84 | 3 | 0.5% | |
| 16.76 | 3 | 0.5% | |
| 12.4 | 3 | 0.5% | |
| 15.11 | 3 | 0.5% | |
| Other values (447) | 535 | 94.0% |
| Value | Count | Frequency (%) | |
| 7.93 | 1 | 0.2% | |
| 8.678 | 1 | 0.2% | |
| 8.952 | 1 | 0.2% | |
| 8.964 | 1 | 0.2% | |
| 9.077 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 36.04 | 1 | 0.2% | |
| 33.13 | 1 | 0.2% | |
| 33.12 | 1 | 0.2% | |
| 32.49 | 1 | 0.2% | |
| 31.01 | 1 | 0.2% |
smoothness_mean
Real number (ℝ≥0)
| Distinct count | 474 |
|---|---|
| Unique (%) | 83.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0963602812 |
|---|---|
| Minimum | 0.05263 |
| Maximum | 0.1634 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.05263 |
|---|---|
| 5-th percentile | 0.075042 |
| Q1 | 0.08637 |
| median | 0.09587 |
| Q3 | 0.1053 |
| 95-th percentile | 0.11878 |
| Maximum | 0.1634 |
| Range | 0.11077 |
| Interquartile range (IQR) | 0.01893 |
Descriptive statistics
| Standard deviation | 0.01406412814 |
|---|---|
| Coefficient of variation (CV) | 0.1459535813 |
| Kurtosis | 0.8559749304 |
| Mean | 0.0963602812 |
| Median Absolute Deviation (MAD) | 0.01116098863 |
| Skewness | 0.4563237648 |
| Sum | 54.829 |
| Variance | 0.0001977997003 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.05263 0.068555 0.079315 0.10755 0.1171 0.12885 0.1634 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.1007 | 5 | 0.9% | |
| 0.1075 | 4 | 0.7% | |
| 0.1054 | 4 | 0.7% | |
| 0.115 | 4 | 0.7% | |
| 0.1049 | 3 | 0.5% | |
| 0.1089 | 3 | 0.5% | |
| 0.1158 | 3 | 0.5% | |
| 0.117 | 3 | 0.5% | |
| 0.1141 | 3 | 0.5% | |
| 0.1024 | 3 | 0.5% | |
| Other values (464) | 534 | 93.8% |
| Value | Count | Frequency (%) | |
| 0.05263 | 1 | 0.2% | |
| 0.06251 | 1 | 0.2% | |
| 0.06429 | 1 | 0.2% | |
| 0.06576 | 1 | 0.2% | |
| 0.06613 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.1634 | 1 | 0.2% | |
| 0.1447 | 1 | 0.2% | |
| 0.1425 | 1 | 0.2% | |
| 0.1398 | 1 | 0.2% | |
| 0.1371 | 1 | 0.2% |
smoothness_se
Real number (ℝ≥0)
| Distinct count | 547 |
|---|---|
| Unique (%) | 96.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00704097891 |
|---|---|
| Minimum | 0.001713 |
| Maximum | 0.03113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.001713 |
|---|---|
| 5-th percentile | 0.0036902 |
| Q1 | 0.005169 |
| median | 0.00638 |
| Q3 | 0.008146 |
| 95-th percentile | 0.012644 |
| Maximum | 0.03113 |
| Range | 0.029417 |
| Interquartile range (IQR) | 0.002977 |
Descriptive statistics
| Standard deviation | 0.003002517944 |
|---|---|
| Coefficient of variation (CV) | 0.4264347305 |
| Kurtosis | 10.46983953 |
| Mean | 0.00704097891 |
| Median Absolute Deviation (MAD) | 0.002122905662 |
| Skewness | 2.314450057 |
| Sum | 4.006317 |
| Variance | 9.015114003e-06 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.001713 0.003154 0.0040925 0.0068065 0.008135 0.010975 0.01593 0.03113 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.01052 | 2 | 0.4% | |
| 0.007189 | 2 | 0.4% | |
| 0.005298 | 2 | 0.4% | |
| 0.01291 | 2 | 0.4% | |
| 0.005251 | 2 | 0.4% | |
| 0.006494 | 2 | 0.4% | |
| 0.006399 | 2 | 0.4% | |
| 0.007514 | 2 | 0.4% | |
| 0.005884 | 2 | 0.4% | |
| 0.007595 | 2 | 0.4% | |
| Other values (537) | 549 | 96.5% |
| Value | Count | Frequency (%) | |
| 0.001713 | 1 | 0.2% | |
| 0.002667 | 1 | 0.2% | |
| 0.002826 | 1 | 0.2% | |
| 0.002838 | 1 | 0.2% | |
| 0.002866 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.03113 | 1 | 0.2% | |
| 0.02333 | 1 | 0.2% | |
| 0.02177 | 1 | 0.2% | |
| 0.02075 | 1 | 0.2% | |
| 0.01835 | 1 | 0.2% |
smoothness_worst
Real number (ℝ≥0)
| Distinct count | 411 |
|---|---|
| Unique (%) | 72.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.132368594 |
|---|---|
| Minimum | 0.07117 |
| Maximum | 0.2226 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.07117 |
|---|---|
| 5-th percentile | 0.095734 |
| Q1 | 0.1166 |
| median | 0.1313 |
| Q3 | 0.146 |
| 95-th percentile | 0.17184 |
| Maximum | 0.2226 |
| Range | 0.15143 |
| Interquartile range (IQR) | 0.0294 |
Descriptive statistics
| Standard deviation | 0.0228324294 |
|---|---|
| Coefficient of variation (CV) | 0.172491289 |
| Kurtosis | 0.5178251903 |
| Mean | 0.132368594 |
| Median Absolute Deviation (MAD) | 0.01795559947 |
| Skewness | 0.4154259963 |
| Sum | 75.31773 |
| Variance | 0.0005213198325 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.07117 0.09235 0.107 0.15625 0.19055 0.2226 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.1275 | 4 | 0.7% | |
| 0.1415 | 4 | 0.7% | |
| 0.1312 | 4 | 0.7% | |
| 0.1256 | 4 | 0.7% | |
| 0.1223 | 4 | 0.7% | |
| 0.1216 | 4 | 0.7% | |
| 0.1401 | 4 | 0.7% | |
| 0.1234 | 4 | 0.7% | |
| 0.1347 | 4 | 0.7% | |
| 0.1491 | 3 | 0.5% | |
| Other values (401) | 530 | 93.1% |
| Value | Count | Frequency (%) | |
| 0.07117 | 1 | 0.2% | |
| 0.08125 | 1 | 0.2% | |
| 0.08409 | 1 | 0.2% | |
| 0.08484 | 1 | 0.2% | |
| 0.08567 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.2226 | 1 | 0.2% | |
| 0.2184 | 1 | 0.2% | |
| 0.2098 | 1 | 0.2% | |
| 0.2006 | 1 | 0.2% | |
| 0.1909 | 1 | 0.2% |
symmetry_mean
Real number (ℝ≥0)
| Distinct count | 432 |
|---|---|
| Unique (%) | 75.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1811618629 |
|---|---|
| Minimum | 0.106 |
| Maximum | 0.304 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.106 |
|---|---|
| 5-th percentile | 0.1415 |
| Q1 | 0.1619 |
| median | 0.1792 |
| Q3 | 0.1957 |
| 95-th percentile | 0.23072 |
| Maximum | 0.304 |
| Range | 0.198 |
| Interquartile range (IQR) | 0.0338 |
Descriptive statistics
| Standard deviation | 0.02741428134 |
|---|---|
| Coefficient of variation (CV) | 0.1513247926 |
| Kurtosis | 1.287932992 |
| Mean | 0.1811618629 |
| Median Absolute Deviation (MAD) | 0.02114575814 |
| Skewness | 0.7256089734 |
| Sum | 103.0811 |
| Variance | 0.0007515428212 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.106 0.1338 0.15055 0.19785 0.22035 0.2596 0.304 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.1717 | 4 | 0.7% | |
| 0.1601 | 4 | 0.7% | |
| 0.1893 | 4 | 0.7% | |
| 0.1714 | 4 | 0.7% | |
| 0.1769 | 4 | 0.7% | |
| 0.1638 | 3 | 0.5% | |
| 0.1953 | 3 | 0.5% | |
| 0.172 | 3 | 0.5% | |
| 0.1516 | 3 | 0.5% | |
| 0.1739 | 3 | 0.5% | |
| Other values (422) | 534 | 93.8% |
| Value | Count | Frequency (%) | |
| 0.106 | 1 | 0.2% | |
| 0.1167 | 1 | 0.2% | |
| 0.1203 | 1 | 0.2% | |
| 0.1215 | 1 | 0.2% | |
| 0.122 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.304 | 1 | 0.2% | |
| 0.2906 | 1 | 0.2% | |
| 0.2743 | 1 | 0.2% | |
| 0.2678 | 1 | 0.2% | |
| 0.2655 | 1 | 0.2% |
symmetry_se
Real number (ℝ≥0)
| Distinct count | 498 |
|---|---|
| Unique (%) | 87.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02054229877 |
|---|---|
| Minimum | 0.007882 |
| Maximum | 0.07895 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.007882 |
|---|---|
| 5-th percentile | 0.011758 |
| Q1 | 0.01516 |
| median | 0.01873 |
| Q3 | 0.02348 |
| 95-th percentile | 0.034988 |
| Maximum | 0.07895 |
| Range | 0.071068 |
| Interquartile range (IQR) | 0.00832 |
Descriptive statistics
| Standard deviation | 0.008266371529 |
|---|---|
| Coefficient of variation (CV) | 0.4024073265 |
| Kurtosis | 7.896129828 |
| Mean | 0.02054229877 |
| Median Absolute Deviation (MAD) | 0.005819244146 |
| Skewness | 2.1951329 |
| Sum | 11.688568 |
| Variance | 6.833289825e-05 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.007882 0.010545 0.013155 0.021065 0.02797 0.03525 0.04523 0.07895 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.01344 | 4 | 0.7% | |
| 0.02045 | 3 | 0.5% | |
| 0.0187 | 3 | 0.5% | |
| 0.01454 | 3 | 0.5% | |
| 0.01897 | 3 | 0.5% | |
| 0.01536 | 3 | 0.5% | |
| 0.01647 | 3 | 0.5% | |
| 0.01884 | 3 | 0.5% | |
| 0.01924 | 3 | 0.5% | |
| 0.02165 | 2 | 0.4% | |
| Other values (488) | 539 | 94.7% |
| Value | Count | Frequency (%) | |
| 0.007882 | 1 | 0.2% | |
| 0.009539 | 1 | 0.2% | |
| 0.009947 | 1 | 0.2% | |
| 0.01013 | 1 | 0.2% | |
| 0.01029 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.07895 | 1 | 0.2% | |
| 0.06146 | 1 | 0.2% | |
| 0.05963 | 1 | 0.2% | |
| 0.05628 | 1 | 0.2% | |
| 0.05543 | 1 | 0.2% |
symmetry_worst
Real number (ℝ≥0)
| Distinct count | 500 |
|---|---|
| Unique (%) | 87.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2900755712 |
|---|---|
| Minimum | 0.1565 |
| Maximum | 0.6638 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.1565 |
|---|---|
| 5-th percentile | 0.2127 |
| Q1 | 0.2504 |
| median | 0.2822 |
| Q3 | 0.3179 |
| 95-th percentile | 0.40616 |
| Maximum | 0.6638 |
| Range | 0.5073 |
| Interquartile range (IQR) | 0.0675 |
Descriptive statistics
| Standard deviation | 0.06186746754 |
|---|---|
| Coefficient of variation (CV) | 0.2132805161 |
| Kurtosis | 4.444559518 |
| Mean | 0.2900755712 |
| Median Absolute Deviation (MAD) | 0.04487112098 |
| Skewness | 1.433927765 |
| Sum | 165.053 |
| Variance | 0.00382758354 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.1565 0.2095 0.22155 0.33225 0.3702 0.48725 0.6638 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.2226 | 3 | 0.5% | |
| 0.2383 | 3 | 0.5% | |
| 0.2972 | 3 | 0.5% | |
| 0.3109 | 3 | 0.5% | |
| 0.3196 | 3 | 0.5% | |
| 0.2369 | 3 | 0.5% | |
| 0.3101 | 2 | 0.4% | |
| 0.3596 | 2 | 0.4% | |
| 0.2983 | 2 | 0.4% | |
| 0.2268 | 2 | 0.4% | |
| Other values (490) | 543 | 95.4% |
| Value | Count | Frequency (%) | |
| 0.1565 | 1 | 0.2% | |
| 0.1566 | 1 | 0.2% | |
| 0.1603 | 1 | 0.2% | |
| 0.1648 | 1 | 0.2% | |
| 0.1652 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.6638 | 1 | 0.2% | |
| 0.5774 | 1 | 0.2% | |
| 0.5558 | 1 | 0.2% | |
| 0.544 | 1 | 0.2% | |
| 0.5166 | 1 | 0.2% |
| Distinct count | 479 |
|---|---|
| Unique (%) | 84.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.28964851 |
|---|---|
| Minimum | 9.71 |
| Maximum | 39.28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 9.71 |
|---|---|
| 5-th percentile | 13.088 |
| Q1 | 16.17 |
| median | 18.84 |
| Q3 | 21.8 |
| 95-th percentile | 27.15 |
| Maximum | 39.28 |
| Range | 29.57 |
| Interquartile range (IQR) | 5.63 |
Descriptive statistics
| Standard deviation | 4.301035768 |
|---|---|
| Coefficient of variation (CV) | 0.2229711841 |
| Kurtosis | 0.7583189724 |
| Mean | 19.28964851 |
| Median Absolute Deviation (MAD) | 3.38496465 |
| Skewness | 0.6504495421 |
| Sum | 10975.81 |
| Variance | 18.49890868 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 9.71 12.725 14.61 22.545 25.525 29.89 39.28 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 18.22 | 3 | 0.5% | |
| 18.9 | 3 | 0.5% | |
| 20.52 | 3 | 0.5% | |
| 14.93 | 3 | 0.5% | |
| 16.85 | 3 | 0.5% | |
| 16.84 | 3 | 0.5% | |
| 19.83 | 3 | 0.5% | |
| 17.46 | 3 | 0.5% | |
| 15.7 | 3 | 0.5% | |
| 21.6 | 2 | 0.4% | |
| Other values (469) | 540 | 94.9% |
| Value | Count | Frequency (%) | |
| 9.71 | 1 | 0.2% | |
| 10.38 | 1 | 0.2% | |
| 10.72 | 1 | 0.2% | |
| 10.82 | 1 | 0.2% | |
| 10.89 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 39.28 | 1 | 0.2% | |
| 33.81 | 1 | 0.2% | |
| 33.56 | 1 | 0.2% | |
| 32.47 | 1 | 0.2% | |
| 31.12 | 1 | 0.2% |
texture_se
Real number (ℝ≥0)
| Distinct count | 519 |
|---|---|
| Unique (%) | 91.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.216853427 |
|---|---|
| Minimum | 0.3602 |
| Maximum | 4.885 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.3602 |
|---|---|
| 5-th percentile | 0.54014 |
| Q1 | 0.8339 |
| median | 1.108 |
| Q3 | 1.474 |
| 95-th percentile | 2.212 |
| Maximum | 4.885 |
| Range | 4.5248 |
| Interquartile range (IQR) | 0.6401 |
Descriptive statistics
| Standard deviation | 0.5516483926 |
|---|---|
| Coefficient of variation (CV) | 0.4533400493 |
| Kurtosis | 5.349168692 |
| Mean | 1.216853427 |
| Median Absolute Deviation (MAD) | 0.4087402152 |
| Skewness | 1.646443809 |
| Sum | 692.3896 |
| Variance | 0.3043159491 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.3602 0.62115 1.5105 1.976 2.9185 4.885 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1.35 | 3 | 0.5% | |
| 1.268 | 3 | 0.5% | |
| 1.15 | 3 | 0.5% | |
| 0.8561 | 3 | 0.5% | |
| 1.363 | 2 | 0.4% | |
| 0.9429 | 2 | 0.4% | |
| 1.041 | 2 | 0.4% | |
| 1.232 | 2 | 0.4% | |
| 1.045 | 2 | 0.4% | |
| 1.023 | 2 | 0.4% | |
| Other values (509) | 545 | 95.8% |
| Value | Count | Frequency (%) | |
| 0.3602 | 1 | 0.2% | |
| 0.3621 | 1 | 0.2% | |
| 0.3628 | 1 | 0.2% | |
| 0.3871 | 1 | 0.2% | |
| 0.3981 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 4.885 | 1 | 0.2% | |
| 3.896 | 1 | 0.2% | |
| 3.647 | 1 | 0.2% | |
| 3.568 | 1 | 0.2% | |
| 3.12 | 1 | 0.2% |
| Distinct count | 511 |
|---|---|
| Unique (%) | 89.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.6772232 |
|---|---|
| Minimum | 12.02 |
| Maximum | 49.54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 12.02 |
|---|---|
| 5-th percentile | 16.574 |
| Q1 | 21.08 |
| median | 25.41 |
| Q3 | 29.72 |
| 95-th percentile | 36.3 |
| Maximum | 49.54 |
| Range | 37.52 |
| Interquartile range (IQR) | 8.64 |
Descriptive statistics
| Standard deviation | 6.146257623 |
|---|---|
| Coefficient of variation (CV) | 0.239366133 |
| Kurtosis | 0.2243018685 |
| Mean | 25.6772232 |
| Median Absolute Deviation (MAD) | 4.911824896 |
| Skewness | 0.4983213095 |
| Sum | 14610.34 |
| Variance | 37.77648277 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[12.02 15.39 18.92 32.175 37.28 49.54 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 17.7 | 3 | 0.5% | |
| 27.26 | 3 | 0.5% | |
| 22.25 | 2 | 0.4% | |
| 27.78 | 2 | 0.4% | |
| 30.88 | 2 | 0.4% | |
| 23.03 | 2 | 0.4% | |
| 25.09 | 2 | 0.4% | |
| 25.05 | 2 | 0.4% | |
| 25.48 | 2 | 0.4% | |
| 32.82 | 2 | 0.4% | |
| Other values (501) | 547 | 96.1% |
| Value | Count | Frequency (%) | |
| 12.02 | 1 | 0.2% | |
| 12.49 | 1 | 0.2% | |
| 12.87 | 1 | 0.2% | |
| 14.1 | 1 | 0.2% | |
| 14.2 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 49.54 | 1 | 0.2% | |
| 47.16 | 1 | 0.2% | |
| 45.41 | 1 | 0.2% | |
| 44.87 | 1 | 0.2% | |
| 42.79 | 1 | 0.2% |
First rows
| area_mean | area_se | area_worst | compactness_mean | compactness_se | compactness_worst | concavity_mean | concavity_se | concavity_worst | diagnosis | dimension_mean | dimension_se | dimension_worst | id | perimeter_mean | perimeter_se | perimeter_worst | points_mean | points_se | points_worst | radius_mean | radius_se | radius_worst | smoothness_mean | smoothness_se | smoothness_worst | symmetry_mean | symmetry_se | symmetry_worst | texture_mean | texture_se | texture_worst | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 464.1 | 17.43 | 549.1 | 0.06981 | 0.011800 | 0.1266 | 0.03987 | 0.01683 | 0.12420 | B | 0.05955 | 0.002248 | 0.06771 | 87139402 | 78.85 | 1.670 | 86.97 | 0.03700 | 0.012410 | 0.09391 | 12.32 | 0.2360 | 13.50 | 0.10280 | 0.008045 | 0.1385 | 0.1959 | 0.01924 | 0.2827 | 12.39 | 0.6656 | 15.64 |
| 1 | 346.4 | 27.10 | 424.8 | 0.11470 | 0.035810 | 0.2515 | 0.06387 | 0.03354 | 0.19160 | B | 0.06491 | 0.003318 | 0.07587 | 8910251 | 69.28 | 3.430 | 78.28 | 0.02642 | 0.013650 | 0.07926 | 10.60 | 0.4505 | 11.88 | 0.09688 | 0.007470 | 0.1213 | 0.1922 | 0.03504 | 0.2940 | 18.95 | 1.1970 | 22.94 |
| 2 | 373.2 | 13.54 | 471.4 | 0.07804 | 0.009355 | 0.1482 | 0.03046 | 0.01056 | 0.10670 | B | 0.06340 | 0.002198 | 0.07881 | 905520 | 70.92 | 1.342 | 79.93 | 0.02480 | 0.007483 | 0.07431 | 11.04 | 0.1967 | 12.41 | 0.10770 | 0.005158 | 0.1369 | 0.1714 | 0.01718 | 0.2998 | 16.83 | 1.3870 | 26.44 |
| 3 | 384.8 | 26.33 | 434.0 | 0.11360 | 0.034980 | 0.1822 | 0.04635 | 0.02187 | 0.08669 | B | 0.06072 | 0.003442 | 0.06784 | 868871 | 73.00 | 1.851 | 76.53 | 0.04796 | 0.019650 | 0.08611 | 11.28 | 0.3384 | 11.92 | 0.11640 | 0.011270 | 0.1367 | 0.1771 | 0.01580 | 0.2102 | 13.39 | 1.3430 | 15.77 |
| 4 | 711.8 | 17.72 | 819.1 | 0.06934 | 0.014850 | 0.1737 | 0.03393 | 0.01551 | 0.13620 | B | 0.05544 | 0.001767 | 0.06766 | 9012568 | 97.65 | 1.338 | 104.50 | 0.02657 | 0.009155 | 0.08178 | 15.19 | 0.1783 | 16.20 | 0.07963 | 0.005012 | 0.1126 | 0.1721 | 0.01647 | 0.2487 | 13.21 | 0.4125 | 15.73 |
| 5 | 409.7 | 20.30 | 520.5 | 0.07722 | 0.020470 | 0.1937 | 0.05485 | 0.04447 | 0.25600 | B | 0.06267 | 0.003339 | 0.08284 | 906539 | 74.20 | 2.206 | 86.43 | 0.01428 | 0.008799 | 0.06664 | 11.57 | 0.2864 | 13.07 | 0.08546 | 0.007278 | 0.1249 | 0.2031 | 0.01868 | 0.3035 | 19.04 | 1.4400 | 26.98 |
| 6 | 403.5 | 16.97 | 474.2 | 0.10210 | 0.029820 | 0.2517 | 0.11120 | 0.05738 | 0.36300 | B | 0.06570 | 0.004738 | 0.08732 | 925291 | 74.52 | 1.936 | 82.28 | 0.04105 | 0.012670 | 0.09653 | 11.51 | 0.2388 | 12.48 | 0.09261 | 0.008200 | 0.1298 | 0.1388 | 0.01488 | 0.2112 | 23.93 | 2.9040 | 37.16 |
| 7 | 597.8 | 52.72 | 1153.0 | 0.17680 | 0.031080 | 0.5209 | 0.15580 | 0.03112 | 0.46460 | M | 0.07421 | 0.004506 | 0.10860 | 87880 | 91.56 | 3.909 | 128.50 | 0.09176 | 0.012910 | 0.20130 | 13.81 | 0.5648 | 19.20 | 0.13230 | 0.008824 | 0.2226 | 0.2251 | 0.01998 | 0.4432 | 23.75 | 1.9300 | 41.85 |
| 8 | 336.1 | 23.13 | 402.8 | 0.08578 | 0.022190 | 0.1486 | 0.02995 | 0.02880 | 0.07987 | B | 0.06481 | 0.003451 | 0.07552 | 862989 | 67.41 | 2.302 | 74.22 | 0.01201 | 0.008614 | 0.03203 | 10.49 | 0.3550 | 11.54 | 0.09989 | 0.007595 | 0.1219 | 0.2217 | 0.02710 | 0.2826 | 19.29 | 1.5340 | 23.31 |
| 9 | 373.9 | 10.80 | 440.0 | 0.09097 | 0.018770 | 0.2210 | 0.05397 | 0.02758 | 0.22990 | B | 0.06907 | 0.002917 | 0.09080 | 89827 | 71.49 | 1.355 | 79.76 | 0.03341 | 0.010100 | 0.10750 | 11.06 | 0.1601 | 11.92 | 0.10330 | 0.007416 | 0.1418 | 0.1776 | 0.02348 | 0.3301 | 14.96 | 0.8225 | 19.90 |
Last rows
| area_mean | area_se | area_worst | compactness_mean | compactness_se | compactness_worst | concavity_mean | concavity_se | concavity_worst | diagnosis | dimension_mean | dimension_se | dimension_worst | id | perimeter_mean | perimeter_se | perimeter_worst | points_mean | points_se | points_worst | radius_mean | radius_se | radius_worst | smoothness_mean | smoothness_se | smoothness_worst | symmetry_mean | symmetry_se | symmetry_worst | texture_mean | texture_se | texture_worst | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 559 | 674.8 | 19.75 | 829.5 | 0.08890 | 0.01171 | 0.1881 | 0.04069 | 0.01758 | 0.20600 | B | 0.05886 | 0.001971 | 0.07285 | 9110944 | 95.88 | 1.482 | 105.90 | 0.02260 | 0.006897 | 0.08308 | 14.80 | 0.2204 | 16.43 | 0.09179 | 0.004796 | 0.1226 | 0.1893 | 0.02254 | 0.3600 | 17.66 | 0.6221 | 22.74 |
| 560 | 633.0 | 24.91 | 799.6 | 0.10980 | 0.02995 | 0.4238 | 0.13190 | 0.04815 | 0.51860 | M | 0.06125 | 0.004022 | 0.10140 | 854268 | 93.63 | 2.657 | 116.20 | 0.05598 | 0.011610 | 0.14470 | 14.25 | 0.2860 | 15.89 | 0.09823 | 0.005878 | 0.1446 | 0.1885 | 0.02028 | 0.3591 | 21.72 | 1.0190 | 30.36 |
| 561 | 457.9 | 19.01 | 583.1 | 0.06545 | 0.01418 | 0.1928 | 0.01994 | 0.01051 | 0.11670 | B | 0.06129 | 0.002065 | 0.07961 | 89511501 | 78.01 | 1.959 | 91.11 | 0.01692 | 0.005142 | 0.05556 | 12.20 | 0.2575 | 13.75 | 0.08673 | 0.005403 | 0.1256 | 0.1638 | 0.01333 | 0.2661 | 15.21 | 0.8073 | 21.38 |
| 562 | 646.1 | 20.52 | 734.6 | 0.05223 | 0.01679 | 0.1460 | 0.03476 | 0.01971 | 0.14720 | B | 0.05433 | 0.001892 | 0.06464 | 9113156 | 92.25 | 1.727 | 100.40 | 0.01737 | 0.006370 | 0.05563 | 14.40 | 0.2315 | 15.40 | 0.06995 | 0.005356 | 0.1017 | 0.1707 | 0.01414 | 0.2345 | 26.99 | 0.9112 | 31.98 |
| 563 | 504.8 | 16.57 | 599.5 | 0.08834 | 0.02016 | 0.2231 | 0.03800 | 0.01902 | 0.17910 | B | 0.06476 | 0.003107 | 0.08553 | 894855 | 82.82 | 1.614 | 92.80 | 0.03400 | 0.010110 | 0.11550 | 12.86 | 0.2212 | 14.04 | 0.11340 | 0.005910 | 0.1547 | 0.1543 | 0.01202 | 0.2382 | 13.32 | 1.0420 | 21.08 |
| 564 | 537.3 | 16.89 | 687.6 | 0.05994 | 0.01493 | 0.1965 | 0.04859 | 0.01564 | 0.18760 | B | 0.05549 | 0.001672 | 0.06925 | 911320502 | 84.28 | 1.236 | 95.10 | 0.02870 | 0.008463 | 0.10450 | 13.17 | 0.2023 | 14.90 | 0.07466 | 0.005969 | 0.1282 | 0.1454 | 0.01093 | 0.2235 | 18.22 | 0.6850 | 23.89 |
| 565 | 321.6 | 19.33 | 357.1 | 0.09159 | 0.04671 | 0.1636 | 0.03581 | 0.02611 | 0.07162 | B | 0.07005 | 0.006758 | 0.08488 | 898677 | 66.20 | 2.394 | 70.89 | 0.02037 | 0.012960 | 0.04074 | 10.26 | 0.3380 | 10.88 | 0.09882 | 0.017360 | 0.1360 | 0.1633 | 0.03675 | 0.2434 | 14.71 | 2.5090 | 19.48 |
| 566 | 710.6 | 19.53 | 973.1 | 0.10520 | 0.01395 | 0.3299 | 0.05375 | 0.01774 | 0.36300 | M | 0.06317 | 0.002575 | 0.09772 | 873885 | 98.92 | 1.344 | 113.80 | 0.03263 | 0.006009 | 0.12260 | 15.28 | 0.2054 | 17.80 | 0.09057 | 0.003290 | 0.1301 | 0.1727 | 0.01172 | 0.3175 | 22.41 | 0.4956 | 28.03 |
| 567 | 644.2 | 25.70 | 749.9 | 0.09242 | 0.01251 | 0.1478 | 0.06895 | 0.01615 | 0.13730 | B | 0.06121 | 0.003563 | 0.07810 | 911201 | 93.86 | 2.143 | 103.10 | 0.06495 | 0.011360 | 0.10690 | 14.53 | 0.3060 | 15.80 | 0.10990 | 0.006133 | 0.1347 | 0.1650 | 0.02207 | 0.2606 | 13.98 | 0.7213 | 16.93 |
| 568 | 1386.0 | 39.06 | 1535.0 | 0.15150 | 0.02675 | 0.2840 | 0.19320 | 0.03437 | 0.40240 | M | 0.06183 | 0.004367 | 0.08666 | 9012795 | 141.30 | 2.407 | 152.10 | 0.12550 | 0.013430 | 0.19660 | 21.37 | 0.3414 | 22.69 | 0.10010 | 0.004426 | 0.1192 | 0.1973 | 0.01675 | 0.2730 | 15.10 | 1.3090 | 21.84 |